Machine learning is now becoming a ubiquitous and necessary capability for all endeavors of engineering. In the Advanced Test Chip Laboratory, we use Machine Learning for defect characterization, failing IC diagnosis, IC testing, operational monitoring, and design characterization. In addition, we are making fundamental contributions to the area machine learning in the areas of acceleration and new algorithm development as well.